Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 11813 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 26 |
| Duplicate rows (%) | 0.2% |
| Total size in memory | 1.4 MiB |
| Average record size in memory | 120.0 B |
Variable types
| NUM | 13 |
|---|---|
| BOOL | 1 |
| CAT | 1 |
| Dataset has 26 (0.2%) duplicate rows | Duplicates |
Class has 386 (3.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-03-20 19:46:55.224716 |
|---|---|
| Analysis finished | 2022-03-20 19:47:14.634228 |
| Duration | 19.41 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
Popularity
Real number (ℝ≥0)
| Distinct | 97 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.10065182 |
|---|---|
| Minimum | 1 |
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 32 |
| median | 42 |
| Q3 | 54 |
| 95-th percentile | 72 |
| Maximum | 98 |
| Range | 97 |
| Interquartile range (IQR) | 22 |
Descriptive statistics
| Standard deviation | 16.56849968 |
|---|---|
| Coefficient of variation (CV) | 0.3844141324 |
| Kurtosis | -0.1209540338 |
| Mean | 43.10065182 |
| Median Absolute Deviation (MAD) | 11 |
| Skewness | 0.08463601659 |
| Sum | 509148 |
| Variance | 274.5151816 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 42 | 324 | 2.7% | |
| 41 | 317 | 2.7% | |
| 43 | 309 | 2.6% | |
| 34 | 309 | 2.6% | |
| 40 | 303 | 2.6% | |
| 37 | 301 | 2.5% | |
| 44 | 295 | 2.5% | |
| 46 | 290 | 2.5% | |
| 36 | 279 | 2.4% | |
| 38 | 278 | 2.4% | |
| Other values (87) | 8808 | 74.6% |
| Value | Count | Frequency (%) | |
| 1 | 39 | 0.3% | |
| 2 | 25 | 0.2% | |
| 3 | 31 | 0.3% | |
| 4 | 28 | 0.2% | |
| 5 | 33 | 0.3% |
| Value | Count | Frequency (%) | |
| 98 | 1 | < 0.1% | |
| 97 | 1 | < 0.1% | |
| 95 | 5 | < 0.1% | |
| 94 | 2 | < 0.1% | |
| 93 | 2 | < 0.1% |
danceability
Real number (ℝ≥0)
| Distinct | 873 |
|---|---|
| Distinct (%) | 7.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5249440024 |
|---|---|
| Minimum | 0.0644 |
| Maximum | 0.989 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.0644 |
|---|---|
| 5-th percentile | 0.245 |
| Q1 | 0.413 |
| median | 0.527 |
| Q3 | 0.638 |
| 95-th percentile | 0.8004 |
| Maximum | 0.989 |
| Range | 0.9246 |
| Interquartile range (IQR) | 0.225 |
Descriptive statistics
| Standard deviation | 0.1660125113 |
|---|---|
| Coefficient of variation (CV) | 0.3162480389 |
| Kurtosis | -0.3135549116 |
| Mean | 0.5249440024 |
| Median Absolute Deviation (MAD) | 0.112 |
| Skewness | -0.03762915605 |
| Sum | 6201.1635 |
| Variance | 0.0275601539 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.527 | 48 | 0.4% | |
| 0.533 | 43 | 0.4% | |
| 0.545 | 41 | 0.3% | |
| 0.489 | 41 | 0.3% | |
| 0.601 | 40 | 0.3% | |
| 0.529 | 39 | 0.3% | |
| 0.556 | 38 | 0.3% | |
| 0.508 | 38 | 0.3% | |
| 0.467 | 37 | 0.3% | |
| 0.469 | 37 | 0.3% | |
| Other values (863) | 11411 | 96.6% |
| Value | Count | Frequency (%) | |
| 0.0644 | 1 | < 0.1% | |
| 0.0646 | 1 | < 0.1% | |
| 0.065 | 1 | < 0.1% | |
| 0.0697 | 1 | < 0.1% | |
| 0.0726 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.989 | 1 | < 0.1% | |
| 0.982 | 2 | < 0.1% | |
| 0.98 | 3 | < 0.1% | |
| 0.979 | 1 | < 0.1% | |
| 0.973 | 1 | < 0.1% |
energy
Real number (ℝ≥0)
| Distinct | 1147 |
|---|---|
| Distinct (%) | 9.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.6703048701 |
|---|---|
| Minimum | 2.03e-05 |
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 2.03e-05 |
|---|---|
| 5-th percentile | 0.186 |
| Q1 | 0.513 |
| median | 0.716 |
| Q3 | 0.875 |
| 95-th percentile | 0.971 |
| Maximum | 1 |
| Range | 0.9999797 |
| Interquartile range (IQR) | 0.362 |
Descriptive statistics
| Standard deviation | 0.2423240011 |
|---|---|
| Coefficient of variation (CV) | 0.3615131143 |
| Kurtosis | -0.3029331728 |
| Mean | 0.6703048701 |
| Median Absolute Deviation (MAD) | 0.176 |
| Skewness | -0.7191973851 |
| Sum | 7918.31143 |
| Variance | 0.05872092152 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.931 | 43 | 0.4% | |
| 0.948 | 41 | 0.3% | |
| 0.932 | 40 | 0.3% | |
| 0.913 | 39 | 0.3% | |
| 0.971 | 39 | 0.3% | |
| 0.964 | 38 | 0.3% | |
| 0.872 | 38 | 0.3% | |
| 0.963 | 36 | 0.3% | |
| 0.914 | 36 | 0.3% | |
| 0.974 | 35 | 0.3% | |
| Other values (1137) | 11428 | 96.7% |
| Value | Count | Frequency (%) | |
| 2.03e-05 | 1 | < 0.1% | |
| 0.00124 | 1 | < 0.1% | |
| 0.0017 | 1 | < 0.1% | |
| 0.00301 | 1 | < 0.1% | |
| 0.00395 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1 | 1 | < 0.1% | |
| 0.999 | 3 | < 0.1% | |
| 0.998 | 4 | < 0.1% | |
| 0.997 | 8 | 0.1% | |
| 0.996 | 10 | 0.1% |
key
Real number (ℝ≥0)
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.97257259 |
|---|---|
| Minimum | 1 |
| Maximum | 11 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 6 |
| Q3 | 9 |
| 95-th percentile | 11 |
| Maximum | 11 |
| Range | 10 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.167348359 |
|---|---|
| Coefficient of variation (CV) | 0.5303155903 |
| Kurtosis | -1.199195582 |
| Mean | 5.97257259 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.06481665455 |
| Sum | 70554 |
| Variance | 10.03209562 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 7 | 1626 | 13.8% | |
| 2 | 1526 | 12.9% | |
| 9 | 1495 | 12.7% | |
| 4 | 1155 | 9.8% | |
| 1 | 1153 | 9.8% | |
| 11 | 1063 | 9.0% | |
| 5 | 1031 | 8.7% | |
| 6 | 874 | 7.4% | |
| 8 | 818 | 6.9% | |
| 10 | 720 | 6.1% |
| Value | Count | Frequency (%) | |
| 1 | 1153 | 9.8% | |
| 2 | 1526 | 12.9% | |
| 3 | 352 | 3.0% | |
| 4 | 1155 | 9.8% | |
| 5 | 1031 | 8.7% |
| Value | Count | Frequency (%) | |
| 11 | 1063 | 9.0% | |
| 10 | 720 | 6.1% | |
| 9 | 1495 | 12.7% | |
| 8 | 818 | 6.9% | |
| 7 | 1626 | 13.8% |
loudness
Real number (ℝ)
| Distinct | 7121 |
|---|---|
| Distinct (%) | 60.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -8.215806654 |
|---|---|
| Minimum | -36.214 |
| Maximum | 1.355 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | -36.214 |
|---|---|
| 5-th percentile | -16.4424 |
| Q1 | -9.994 |
| median | -7.314 |
| Q3 | -5.341 |
| 95-th percentile | -3.3652 |
| Maximum | 1.355 |
| Range | 37.569 |
| Interquartile range (IQR) | 4.653 |
Descriptive statistics
| Standard deviation | 4.239681578 |
|---|---|
| Coefficient of variation (CV) | -0.5160395999 |
| Kurtosis | 4.265262994 |
| Mean | -8.215806654 |
| Median Absolute Deviation (MAD) | 2.211 |
| Skewness | -1.660344543 |
| Sum | -97053.324 |
| Variance | 17.97489988 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -4.261 | 10 | 0.1% | |
| -5.497 | 10 | 0.1% | |
| -6.237 | 9 | 0.1% | |
| -5.576 | 9 | 0.1% | |
| -5.659 | 9 | 0.1% | |
| -3.435 | 8 | 0.1% | |
| -5.059 | 8 | 0.1% | |
| -4.671 | 7 | 0.1% | |
| -7.294 | 7 | 0.1% | |
| -8.276 | 7 | 0.1% | |
| Other values (7111) | 11729 | 99.3% |
| Value | Count | Frequency (%) | |
| -36.214 | 1 | < 0.1% | |
| -35.154 | 1 | < 0.1% | |
| -34.825 | 1 | < 0.1% | |
| -34.378 | 1 | < 0.1% | |
| -33.838 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1.355 | 1 | < 0.1% | |
| 1.342 | 2 | < 0.1% | |
| 0.878 | 1 | < 0.1% | |
| 0.732 | 1 | < 0.1% | |
| 0.119 | 1 | < 0.1% |
mode
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 92.3 KiB |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 7371 | 62.4% | |
| 0 | 4442 | 37.6% |
speechiness
Real number (ℝ≥0)
| Distinct | 1092 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.07110714467 |
|---|---|
| Minimum | 0.0225 |
| Maximum | 0.935 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.0225 |
|---|---|
| 5-th percentile | 0.02776 |
| Q1 | 0.0346 |
| median | 0.0463 |
| Q3 | 0.0765 |
| 95-th percentile | 0.2094 |
| Maximum | 0.935 |
| Range | 0.9125 |
| Interquartile range (IQR) | 0.0419 |
Descriptive statistics
| Standard deviation | 0.06778302817 |
|---|---|
| Coefficient of variation (CV) | 0.9532520042 |
| Kurtosis | 18.23077527 |
| Mean | 0.07110714467 |
| Median Absolute Deviation (MAD) | 0.0147 |
| Skewness | 3.50512466 |
| Sum | 839.9887 |
| Variance | 0.004594538908 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.0317 | 51 | 0.4% | |
| 0.0339 | 51 | 0.4% | |
| 0.0392 | 51 | 0.4% | |
| 0.0346 | 50 | 0.4% | |
| 0.0315 | 49 | 0.4% | |
| 0.0362 | 48 | 0.4% | |
| 0.0335 | 47 | 0.4% | |
| 0.0355 | 44 | 0.4% | |
| 0.0316 | 44 | 0.4% | |
| 0.0295 | 43 | 0.4% | |
| Other values (1082) | 11335 | 96.0% |
| Value | Count | Frequency (%) | |
| 0.0225 | 2 | < 0.1% | |
| 0.0227 | 2 | < 0.1% | |
| 0.023 | 2 | < 0.1% | |
| 0.0231 | 1 | < 0.1% | |
| 0.0232 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.935 | 1 | < 0.1% | |
| 0.891 | 1 | < 0.1% | |
| 0.886 | 1 | < 0.1% | |
| 0.862 | 1 | < 0.1% | |
| 0.678 | 1 | < 0.1% |
acousticness
Real number (ℝ≥0)
| Distinct | 3578 |
|---|---|
| Distinct (%) | 30.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.2399683165 |
|---|---|
| Minimum | 0 |
| Maximum | 0.996 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2.72e-05 |
| Q1 | 0.00189 |
| median | 0.0561 |
| Q3 | 0.421 |
| 95-th percentile | 0.9364 |
| Maximum | 0.996 |
| Range | 0.996 |
| Interquartile range (IQR) | 0.41911 |
Descriptive statistics
| Standard deviation | 0.3191422267 |
|---|---|
| Coefficient of variation (CV) | 1.329934848 |
| Kurtosis | -0.120106577 |
| Mean | 0.2399683165 |
| Median Absolute Deviation (MAD) | 0.0560448 |
| Skewness | 1.157504081 |
| Sum | 2834.745723 |
| Variance | 0.1018517608 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.136 | 21 | 0.2% | |
| 0.989 | 19 | 0.2% | |
| 0.994 | 19 | 0.2% | |
| 0.102 | 19 | 0.2% | |
| 0.135 | 19 | 0.2% | |
| 0.992 | 18 | 0.2% | |
| 0.128 | 18 | 0.2% | |
| 0.0113 | 17 | 0.1% | |
| 0.993 | 17 | 0.1% | |
| 0.0133 | 17 | 0.1% | |
| Other values (3568) | 11629 | 98.4% |
| Value | Count | Frequency (%) | |
| 0 | 3 | < 0.1% | |
| 1.02e-06 | 1 | < 0.1% | |
| 1.06e-06 | 2 | < 0.1% | |
| 1.11e-06 | 1 | < 0.1% | |
| 1.16e-06 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.996 | 6 | 0.1% | |
| 0.995 | 8 | 0.1% | |
| 0.994 | 19 | 0.2% | |
| 0.993 | 17 | 0.1% | |
| 0.992 | 18 | 0.2% |
instrumentalness
Real number (ℝ≥0)
| Distinct | 4032 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1789914134 |
|---|---|
| Minimum | 1e-06 |
| Maximum | 0.996 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 1e-06 |
|---|---|
| 5-th percentile | 2.776e-06 |
| Q1 | 9.61e-05 |
| median | 0.00429 |
| Q3 | 0.209 |
| 95-th percentile | 0.8864 |
| Maximum | 0.996 |
| Range | 0.995999 |
| Interquartile range (IQR) | 0.2089039 |
Descriptive statistics
| Standard deviation | 0.303809362 |
|---|---|
| Coefficient of variation (CV) | 1.697340427 |
| Kurtosis | 0.6793150111 |
| Mean | 0.1789914134 |
| Median Absolute Deviation (MAD) | 0.0042876 |
| Skewness | 1.515475396 |
| Sum | 2114.425566 |
| Variance | 0.09230012843 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.000109 | 19 | 0.2% | |
| 0.929 | 18 | 0.2% | |
| 0.112 | 16 | 0.1% | |
| 0.125 | 16 | 0.1% | |
| 0.892 | 16 | 0.1% | |
| 0.00124 | 16 | 0.1% | |
| 0.827 | 15 | 0.1% | |
| 0.897 | 15 | 0.1% | |
| 0.0102 | 14 | 0.1% | |
| 0.85 | 14 | 0.1% | |
| Other values (4022) | 11654 | 98.7% |
| Value | Count | Frequency (%) | |
| 1e-06 | 2 | < 0.1% | |
| 1.01e-06 | 6 | 0.1% | |
| 1.02e-06 | 6 | 0.1% | |
| 1.03e-06 | 8 | 0.1% | |
| 1.04e-06 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.996 | 1 | < 0.1% | |
| 0.987 | 1 | < 0.1% | |
| 0.985 | 1 | < 0.1% | |
| 0.983 | 1 | < 0.1% | |
| 0.977 | 2 | < 0.1% |
liveness
Real number (ℝ≥0)
| Distinct | 1342 |
|---|---|
| Distinct (%) | 11.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.1950959367 |
|---|---|
| Minimum | 0.0119 |
| Maximum | 0.992 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.0119 |
|---|---|
| 5-th percentile | 0.06116 |
| Q1 | 0.0969 |
| median | 0.127 |
| Q3 | 0.256 |
| 95-th percentile | 0.518 |
| Maximum | 0.992 |
| Range | 0.9801 |
| Interquartile range (IQR) | 0.1591 |
Descriptive statistics
| Standard deviation | 0.1597430621 |
|---|---|
| Coefficient of variation (CV) | 0.8187923581 |
| Kurtosis | 5.714627489 |
| Mean | 0.1950959367 |
| Median Absolute Deviation (MAD) | 0.046 |
| Skewness | 2.196945289 |
| Sum | 2304.6683 |
| Variance | 0.02551784587 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.11 | 162 | 1.4% | |
| 0.109 | 135 | 1.1% | |
| 0.104 | 129 | 1.1% | |
| 0.111 | 129 | 1.1% | |
| 0.108 | 129 | 1.1% | |
| 0.112 | 124 | 1.0% | |
| 0.107 | 122 | 1.0% | |
| 0.103 | 116 | 1.0% | |
| 0.101 | 110 | 0.9% | |
| 0.105 | 101 | 0.9% | |
| Other values (1332) | 10556 | 89.4% |
| Value | Count | Frequency (%) | |
| 0.0119 | 1 | < 0.1% | |
| 0.0136 | 3 | < 0.1% | |
| 0.0144 | 1 | < 0.1% | |
| 0.0157 | 1 | < 0.1% | |
| 0.0169 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.992 | 1 | < 0.1% | |
| 0.989 | 1 | < 0.1% | |
| 0.987 | 1 | < 0.1% | |
| 0.986 | 3 | < 0.1% | |
| 0.985 | 2 | < 0.1% |
valence
Real number (ℝ≥0)
| Distinct | 1263 |
|---|---|
| Distinct (%) | 10.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.4701150258 |
|---|---|
| Minimum | 0.0183 |
| Maximum | 0.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.0183 |
|---|---|
| 5-th percentile | 0.09192 |
| Q1 | 0.271 |
| median | 0.462 |
| Q3 | 0.66 |
| 95-th percentile | 0.891 |
| Maximum | 0.98 |
| Range | 0.9617 |
| Interquartile range (IQR) | 0.389 |
Descriptive statistics
| Standard deviation | 0.244634556 |
|---|---|
| Coefficient of variation (CV) | 0.5203717017 |
| Kurtosis | -0.9317933183 |
| Mean | 0.4701150258 |
| Median Absolute Deviation (MAD) | 0.194 |
| Skewness | 0.1455450935 |
| Sum | 5553.4688 |
| Variance | 0.05984606598 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0.512 | 34 | 0.3% | |
| 0.399 | 33 | 0.3% | |
| 0.389 | 33 | 0.3% | |
| 0.486 | 30 | 0.3% | |
| 0.352 | 29 | 0.2% | |
| 0.547 | 28 | 0.2% | |
| 0.322 | 27 | 0.2% | |
| 0.254 | 27 | 0.2% | |
| 0.566 | 26 | 0.2% | |
| 0.397 | 26 | 0.2% | |
| Other values (1253) | 11520 | 97.5% |
| Value | Count | Frequency (%) | |
| 0.0183 | 1 | < 0.1% | |
| 0.0215 | 1 | < 0.1% | |
| 0.0262 | 1 | < 0.1% | |
| 0.0264 | 1 | < 0.1% | |
| 0.0284 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0.98 | 1 | < 0.1% | |
| 0.979 | 1 | < 0.1% | |
| 0.978 | 1 | < 0.1% | |
| 0.977 | 5 | < 0.1% | |
| 0.976 | 2 | < 0.1% |
tempo
Real number (ℝ≥0)
| Distinct | 9283 |
|---|---|
| Distinct (%) | 78.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.9286412 |
|---|---|
| Minimum | 30.557 |
| Maximum | 217.416 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 30.557 |
|---|---|
| 5-th percentile | 79.9952 |
| Q1 | 100.001 |
| median | 120.046 |
| Q3 | 141.877 |
| 95-th percentile | 175.883 |
| Maximum | 217.416 |
| Range | 186.859 |
| Interquartile range (IQR) | 41.876 |
Descriptive statistics
| Standard deviation | 29.43088326 |
|---|---|
| Coefficient of variation (CV) | 0.2394143705 |
| Kurtosis | -0.4094982723 |
| Mean | 122.9286412 |
| Median Absolute Deviation (MAD) | 20.143 |
| Skewness | 0.4002905127 |
| Sum | 1452156.039 |
| Variance | 866.1768894 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 120.024 | 8 | 0.1% | |
| 120 | 8 | 0.1% | |
| 120.006 | 7 | 0.1% | |
| 99.983 | 7 | 0.1% | |
| 128.04 | 6 | 0.1% | |
| 111.676 | 6 | 0.1% | |
| 132.526 | 6 | 0.1% | |
| 119.989 | 6 | 0.1% | |
| 126.014 | 6 | 0.1% | |
| 119.995 | 6 | 0.1% | |
| Other values (9273) | 11747 | 99.4% |
| Value | Count | Frequency (%) | |
| 30.557 | 1 | < 0.1% | |
| 34.132 | 1 | < 0.1% | |
| 42.956 | 1 | < 0.1% | |
| 48.718 | 1 | < 0.1% | |
| 49.32 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 217.416 | 2 | < 0.1% | |
| 216.091 | 1 | < 0.1% | |
| 216.053 | 2 | < 0.1% | |
| 216.02 | 1 | < 0.1% | |
| 214.396 | 1 | < 0.1% |
duration_in min/ms
Real number (ℝ≥0)
| Distinct | 9545 |
|---|---|
| Distinct (%) | 80.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 212944.5899 |
|---|---|
| Minimum | 0.50165 |
| Maximum | 1477187 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0.50165 |
|---|---|
| 5-th percentile | 3.52478 |
| Q1 | 175533 |
| median | 217883 |
| Q3 | 263587 |
| 95-th percentile | 378264.4 |
| Maximum | 1477187 |
| Range | 1477186.498 |
| Interquartile range (IQR) | 88054 |
Descriptive statistics
| Standard deviation | 115856.1114 |
|---|---|
| Coefficient of variation (CV) | 0.5440669397 |
| Kurtosis | 9.564381542 |
| Mean | 212944.5899 |
| Median Absolute Deviation (MAD) | 43736 |
| Skewness | 1.027183217 |
| Sum | 2515514441 |
| Variance | 1.342263854e+10 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 235000 | 12 | 0.1% | |
| 230000 | 8 | 0.1% | |
| 252200 | 6 | 0.1% | |
| 219000 | 6 | 0.1% | |
| 240000 | 6 | 0.1% | |
| 220000 | 6 | 0.1% | |
| 208000 | 6 | 0.1% | |
| 192000 | 6 | 0.1% | |
| 204000 | 6 | 0.1% | |
| 253000 | 6 | 0.1% | |
| Other values (9535) | 11745 | 99.4% |
| Value | Count | Frequency (%) | |
| 0.50165 | 1 | < 0.1% | |
| 0.96915 | 1 | < 0.1% | |
| 0.987116667 | 1 | < 0.1% | |
| 0.991983333 | 1 | < 0.1% | |
| 1.027483333 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 1477187 | 1 | < 0.1% | |
| 1412451 | 1 | < 0.1% | |
| 1385907 | 2 | < 0.1% | |
| 1284507 | 1 | < 0.1% | |
| 1244613 | 1 | < 0.1% |
time_signature
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 92.3 KiB |
| 4 | |
|---|---|
| 3 | 879 |
| 5 | 128 |
| 1 | 89 |
| Value | Count | Frequency (%) | |
| 4 | 10717 | 90.7% | |
| 3 | 879 | 7.4% | |
| 5 | 128 | 1.1% | |
| 1 | 89 | 0.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.622619148 |
|---|---|
| Minimum | 0 |
| Maximum | 10 |
| Zeros | 386 |
| Zeros (%) | 3.3% |
| Memory size | 92.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 8 |
| Q3 | 10 |
| 95-th percentile | 10 |
| Maximum | 10 |
| Range | 10 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.246655996 |
|---|---|
| Coefficient of variation (CV) | 0.490237461 |
| Kurtosis | -0.9024442196 |
| Mean | 6.622619148 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.6441247977 |
| Sum | 78233 |
| Variance | 10.54077516 |
| Monotocity | Increasing |
| Value | Count | Frequency (%) | |
| 10 | 3374 | 28.6% | |
| 6 | 2039 | 17.3% | |
| 8 | 1523 | 12.9% | |
| 9 | 1099 | 9.3% | |
| 1 | 1037 | 8.8% | |
| 2 | 956 | 8.1% | |
| 5 | 517 | 4.4% | |
| 7 | 464 | 3.9% | |
| 0 | 386 | 3.3% | |
| 3 | 270 | 2.3% |
| Value | Count | Frequency (%) | |
| 0 | 386 | 3.3% | |
| 1 | 1037 | 8.8% | |
| 2 | 956 | 8.1% | |
| 3 | 270 | 2.3% | |
| 4 | 148 | 1.3% |
| Value | Count | Frequency (%) | |
| 10 | 3374 | 28.6% | |
| 9 | 1099 | 9.3% | |
| 8 | 1523 | 12.9% | |
| 7 | 464 | 3.9% | |
| 6 | 2039 | 17.3% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | duration_in min/ms | time_signature | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 40 | 0.565 | 0.292 | 8 | -13.124 | 1 | 0.0255 | 0.8890 | 0.001260 | 0.1120 | 0.2170 | 78.535 | 3.503633 | 1 | 0 |
| 1 | 1 | 0.558 | 0.439 | 1 | -9.676 | 1 | 0.0274 | 0.2480 | 0.001650 | 0.1020 | 0.0381 | 103.958 | 4.947117 | 1 | 0 |
| 2 | 21 | 0.472 | 0.534 | 2 | -10.742 | 0 | 0.0342 | 0.7600 | 0.086100 | 0.0893 | 0.3830 | 184.014 | 4.972833 | 1 | 0 |
| 3 | 35 | 0.594 | 0.619 | 1 | -11.123 | 0 | 0.0478 | 0.5970 | 0.000144 | 0.0694 | 0.3850 | 89.691 | 5.835783 | 1 | 0 |
| 4 | 21 | 0.732 | 0.550 | 2 | -8.711 | 0 | 0.0397 | 0.8090 | 0.091000 | 0.0914 | 0.2350 | 132.974 | 6.133783 | 1 | 0 |
| 5 | 25 | 0.535 | 0.498 | 7 | -8.768 | 1 | 0.0346 | 0.0184 | 0.007230 | 0.1910 | 0.3340 | 150.031 | 8.517250 | 1 | 0 |
| 6 | 46 | 0.673 | 0.357 | 7 | -7.087 | 1 | 0.0288 | 0.4340 | 0.000014 | 0.3130 | 0.5470 | 107.984 | 2.722367 | 3 | 0 |
| 7 | 37 | 0.687 | 0.297 | 8 | -10.029 | 1 | 0.0256 | 0.5270 | 0.203000 | 0.1370 | 0.6000 | 77.096 | 3.033533 | 3 | 0 |
| 8 | 30 | 0.258 | 0.321 | 10 | -11.629 | 0 | 0.0307 | 0.6120 | 0.213000 | 0.4530 | 0.0641 | 70.015 | 3.155100 | 3 | 0 |
| 9 | 52 | 0.587 | 0.299 | 2 | -6.649 | 1 | 0.0327 | 0.8530 | 0.000002 | 0.1490 | 0.1840 | 96.657 | 3.167783 | 3 | 0 |
Last rows
| Popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | duration_in min/ms | time_signature | Class | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 11803 | 53 | 0.191 | 0.829 | 9 | -3.381 | 0 | 0.0447 | 0.000027 | 0.000021 | 0.3620 | 0.1910 | 116.007 | 276667.0 | 5 | 10 |
| 11804 | 33 | 0.509 | 0.961 | 9 | -4.845 | 1 | 0.0713 | 0.089700 | 0.769000 | 0.2530 | 0.7530 | 110.100 | 276826.0 | 5 | 10 |
| 11805 | 27 | 0.531 | 0.686 | 4 | -6.321 | 0 | 0.1090 | 0.066900 | 0.134000 | 0.0999 | 0.5090 | 109.096 | 337007.0 | 5 | 10 |
| 11806 | 26 | 0.660 | 0.726 | 7 | -7.201 | 1 | 0.0508 | 0.007660 | 0.868000 | 0.2700 | 0.2750 | 123.468 | 340933.0 | 5 | 10 |
| 11807 | 34 | 0.249 | 0.986 | 4 | -7.656 | 1 | 0.1150 | 0.061300 | 0.473000 | 0.0365 | 0.0792 | 108.575 | 342800.0 | 5 | 10 |
| 11808 | 42 | 0.370 | 0.476 | 3 | -12.730 | 0 | 0.0535 | 0.101000 | 0.002520 | 0.0779 | 0.2940 | 119.337 | 344400.0 | 5 | 10 |
| 11809 | 30 | 0.388 | 0.968 | 8 | -4.736 | 1 | 0.0686 | 0.000993 | 0.001450 | 0.9130 | 0.4120 | 128.907 | 387874.0 | 5 | 10 |
| 11810 | 29 | 0.393 | 0.623 | 9 | -13.091 | 1 | 0.0476 | 0.128000 | 0.001060 | 0.0919 | 0.2860 | 165.069 | 408000.0 | 5 | 10 |
| 11811 | 21 | 0.305 | 0.501 | 2 | -10.179 | 0 | 0.0337 | 0.098400 | 0.419000 | 0.1380 | 0.3490 | 90.574 | 422213.0 | 5 | 10 |
| 11812 | 23 | 0.521 | 0.193 | 9 | -17.467 | 0 | 0.0664 | 0.948000 | 0.033700 | 0.1520 | 0.2360 | 138.780 | 485227.0 | 5 | 10 |
Most frequent
| Popularity | danceability | energy | key | loudness | mode | speechiness | acousticness | instrumentalness | liveness | valence | tempo | duration_in min/ms | time_signature | Class | count | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 0.562 | 0.961 | 4 | -7.338 | 1 | 0.0617 | 0.004860 | 0.796000 | 0.1490 | 0.960 | 125.036 | 450547.0 | 4 | 1 | 2 |
| 1 | 21 | 0.403 | 0.579 | 5 | -8.123 | 0 | 0.0388 | 0.128000 | 0.021900 | 0.0960 | 0.236 | 100.019 | 209400.0 | 4 | 9 | 2 |
| 2 | 36 | 0.475 | 0.157 | 10 | -19.063 | 1 | 0.0567 | 0.976000 | 0.034800 | 0.0776 | 0.519 | 169.224 | 183066.0 | 4 | 2 | 2 |
| 3 | 40 | 0.149 | 0.908 | 9 | -7.941 | 0 | 0.0862 | 0.000017 | 0.887000 | 0.0713 | 0.147 | 143.237 | 471280.0 | 3 | 8 | 2 |
| 4 | 43 | 0.310 | 0.610 | 4 | -9.415 | 0 | 0.0723 | 0.147000 | 0.000476 | 0.1790 | 0.144 | 88.132 | 1385907.0 | 4 | 10 | 2 |
| 5 | 44 | 0.429 | 0.873 | 5 | -6.121 | 1 | 0.0539 | 0.003620 | 0.299000 | 0.1110 | 0.439 | 79.529 | 305345.0 | 4 | 10 | 2 |
| 6 | 45 | 0.222 | 0.597 | 5 | -10.924 | 1 | 0.0560 | 0.265000 | 0.155000 | 0.4110 | 0.251 | 80.654 | 1121253.0 | 3 | 10 | 2 |
| 7 | 46 | 0.383 | 0.511 | 2 | -7.143 | 0 | 0.0369 | 0.168000 | 0.006100 | 0.2560 | 0.294 | 121.049 | 469445.0 | 4 | 2 | 2 |
| 8 | 47 | 0.551 | 0.918 | 1 | -5.205 | 1 | 0.0642 | 0.015000 | 0.000622 | 0.0930 | 0.600 | 170.399 | 231720.0 | 4 | 8 | 2 |
| 9 | 48 | 0.823 | 0.569 | 7 | -9.301 | 0 | 0.0498 | 0.057100 | 0.002420 | 0.0938 | 0.831 | 111.974 | 258316.0 | 4 | 1 | 2 |